Hence, we performed multivariate analysis (logistic regression analysis) to determine whether the CTSZ SNP is a risk factor independent of anti-nuclear antibodies for jaundice-stage progression in PBC. The gene discussed is CTSZ; the disease is primary biliary cholangitis.